{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "9b51a945",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pyreadr\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "807a4cbd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Only Training data is used\n",
    "\n",
    "df_FaultFree = pyreadr.read_r(r'F:\\TEP_Data\\The TEP Dataset\\TEP_FaultFree_Training.RData')['fault_free_training']\n",
    "df_Faulty = pyreadr.read_r(r'F:\\TEP_Data\\The TEP Dataset\\TEP_Faulty_Training.RData')['faulty_training']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "e53682bb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>faultNumber</th>\n",
       "      <th>simulationRun</th>\n",
       "      <th>sample</th>\n",
       "      <th>xmeas_1</th>\n",
       "      <th>xmeas_2</th>\n",
       "      <th>xmeas_3</th>\n",
       "      <th>xmeas_4</th>\n",
       "      <th>xmeas_5</th>\n",
       "      <th>xmeas_6</th>\n",
       "      <th>xmeas_7</th>\n",
       "      <th>...</th>\n",
       "      <th>xmv_2</th>\n",
       "      <th>xmv_3</th>\n",
       "      <th>xmv_4</th>\n",
       "      <th>xmv_5</th>\n",
       "      <th>xmv_6</th>\n",
       "      <th>xmv_7</th>\n",
       "      <th>xmv_8</th>\n",
       "      <th>xmv_9</th>\n",
       "      <th>xmv_10</th>\n",
       "      <th>xmv_11</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>0.25038</td>\n",
       "      <td>3674.0</td>\n",
       "      <td>4529.0</td>\n",
       "      <td>9.2320</td>\n",
       "      <td>26.889</td>\n",
       "      <td>42.402</td>\n",
       "      <td>2704.3</td>\n",
       "      <td>...</td>\n",
       "      <td>53.744</td>\n",
       "      <td>24.657</td>\n",
       "      <td>62.544</td>\n",
       "      <td>22.137</td>\n",
       "      <td>39.935</td>\n",
       "      <td>42.323</td>\n",
       "      <td>47.757</td>\n",
       "      <td>47.510</td>\n",
       "      <td>41.258</td>\n",
       "      <td>18.447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2</td>\n",
       "      <td>0.25109</td>\n",
       "      <td>3659.4</td>\n",
       "      <td>4556.6</td>\n",
       "      <td>9.4264</td>\n",
       "      <td>26.721</td>\n",
       "      <td>42.576</td>\n",
       "      <td>2705.0</td>\n",
       "      <td>...</td>\n",
       "      <td>53.414</td>\n",
       "      <td>24.588</td>\n",
       "      <td>59.259</td>\n",
       "      <td>22.084</td>\n",
       "      <td>40.176</td>\n",
       "      <td>38.554</td>\n",
       "      <td>43.692</td>\n",
       "      <td>47.427</td>\n",
       "      <td>41.359</td>\n",
       "      <td>17.194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.25038</td>\n",
       "      <td>3660.3</td>\n",
       "      <td>4477.8</td>\n",
       "      <td>9.4426</td>\n",
       "      <td>26.875</td>\n",
       "      <td>42.070</td>\n",
       "      <td>2706.2</td>\n",
       "      <td>...</td>\n",
       "      <td>54.357</td>\n",
       "      <td>24.666</td>\n",
       "      <td>61.275</td>\n",
       "      <td>22.380</td>\n",
       "      <td>40.244</td>\n",
       "      <td>38.990</td>\n",
       "      <td>46.699</td>\n",
       "      <td>47.468</td>\n",
       "      <td>41.199</td>\n",
       "      <td>20.530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4</td>\n",
       "      <td>0.24977</td>\n",
       "      <td>3661.3</td>\n",
       "      <td>4512.1</td>\n",
       "      <td>9.4776</td>\n",
       "      <td>26.758</td>\n",
       "      <td>42.063</td>\n",
       "      <td>2707.2</td>\n",
       "      <td>...</td>\n",
       "      <td>53.946</td>\n",
       "      <td>24.725</td>\n",
       "      <td>59.856</td>\n",
       "      <td>22.277</td>\n",
       "      <td>40.257</td>\n",
       "      <td>38.072</td>\n",
       "      <td>47.541</td>\n",
       "      <td>47.658</td>\n",
       "      <td>41.643</td>\n",
       "      <td>18.089</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.29405</td>\n",
       "      <td>3679.0</td>\n",
       "      <td>4497.0</td>\n",
       "      <td>9.3381</td>\n",
       "      <td>26.889</td>\n",
       "      <td>42.650</td>\n",
       "      <td>2705.1</td>\n",
       "      <td>...</td>\n",
       "      <td>53.658</td>\n",
       "      <td>28.797</td>\n",
       "      <td>60.717</td>\n",
       "      <td>21.947</td>\n",
       "      <td>39.144</td>\n",
       "      <td>41.955</td>\n",
       "      <td>47.645</td>\n",
       "      <td>47.346</td>\n",
       "      <td>41.507</td>\n",
       "      <td>18.461</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   faultNumber  simulationRun  sample  xmeas_1  xmeas_2  xmeas_3  xmeas_4  \\\n",
       "0          0.0            1.0       1  0.25038   3674.0   4529.0   9.2320   \n",
       "1          0.0            1.0       2  0.25109   3659.4   4556.6   9.4264   \n",
       "2          0.0            1.0       3  0.25038   3660.3   4477.8   9.4426   \n",
       "3          0.0            1.0       4  0.24977   3661.3   4512.1   9.4776   \n",
       "4          0.0            1.0       5  0.29405   3679.0   4497.0   9.3381   \n",
       "\n",
       "   xmeas_5  xmeas_6  xmeas_7  ...   xmv_2   xmv_3   xmv_4   xmv_5   xmv_6  \\\n",
       "0   26.889   42.402   2704.3  ...  53.744  24.657  62.544  22.137  39.935   \n",
       "1   26.721   42.576   2705.0  ...  53.414  24.588  59.259  22.084  40.176   \n",
       "2   26.875   42.070   2706.2  ...  54.357  24.666  61.275  22.380  40.244   \n",
       "3   26.758   42.063   2707.2  ...  53.946  24.725  59.856  22.277  40.257   \n",
       "4   26.889   42.650   2705.1  ...  53.658  28.797  60.717  21.947  39.144   \n",
       "\n",
       "    xmv_7   xmv_8   xmv_9  xmv_10  xmv_11  \n",
       "0  42.323  47.757  47.510  41.258  18.447  \n",
       "1  38.554  43.692  47.427  41.359  17.194  \n",
       "2  38.990  46.699  47.468  41.199  20.530  \n",
       "3  38.072  47.541  47.658  41.643  18.089  \n",
       "4  41.955  47.645  47.346  41.507  18.461  \n",
       "\n",
       "[5 rows x 55 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF = pd.concat([df_FaultFree,df_Faulty]) # Join both fault free and faulty dataset\n",
    "DF.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "30f1aadf",
   "metadata": {},
   "source": [
    "# Scale the Dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "01d54bf8",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "sc = StandardScaler()\n",
    "fault_free = DF[DF['faultNumber']==0].iloc[:,3:]\n",
    "\n",
    "fault_free_scaled = sc.fit_transform(fault_free)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ab09dfa",
   "metadata": {},
   "source": [
    "# K-means algorithm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "64f41e72",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.cluster import KMeans\n",
    "\n",
    "# Define the number of clusters\n",
    "k = 1\n",
    "\n",
    "# Fit k-means clustering model\n",
    "kmeans = KMeans(n_clusters=k).fit(fault_free_scaled)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "dce101f7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-1.75620699e-15,  3.25417084e-14,  3.21792903e-15,\n",
       "        -4.46797621e-15,  6.33886166e-16, -2.60803041e-14,\n",
       "         7.66324693e-15, -2.24881689e-14, -1.68152669e-12,\n",
       "        -3.59690944e-16,  1.50902217e-14,  7.63575247e-15,\n",
       "         4.56855789e-14, -5.33369970e-15, -2.38581599e-15,\n",
       "         1.05189886e-13, -1.88082083e-15,  7.07399637e-14,\n",
       "        -1.55278124e-15,  2.04901616e-14, -6.68118316e-14,\n",
       "        -4.16047716e-14, -1.25825816e-15,  2.13367990e-15,\n",
       "         6.89196078e-15, -1.10502898e-14,  7.24308880e-15,\n",
       "         4.47478410e-15, -1.56073270e-14, -2.60016881e-14,\n",
       "         4.10588630e-15,  5.46776846e-16, -8.20800850e-15,\n",
       "         1.82875155e-14,  3.13214477e-15,  2.13474671e-15,\n",
       "        -5.37444755e-16, -5.17762544e-15,  1.73835968e-15,\n",
       "         1.29355646e-14,  1.93755386e-14, -5.52040147e-15,\n",
       "        -2.28373631e-15, -7.59051433e-16, -4.03344200e-15,\n",
       "         8.24206570e-15, -6.33767083e-15, -3.83510823e-15,\n",
       "         1.60649716e-15, -9.59022639e-16,  6.82927595e-15,\n",
       "        -2.08881623e-15]])"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "kmeans.cluster_centers_"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d8e0345c",
   "metadata": {},
   "source": [
    "# Visualize the Distance of Fault free data from centre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "3dcaaf61",
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import pairwise_distances\n",
    "\n",
    "def distanceFromCenter(cluster_center,X):\n",
    "    p_dist=[]\n",
    "    for i in range(len(X)):\n",
    "        dist= pairwise_distances(cluster_center, X[i].reshape(1, -1))\n",
    "        p_dist.append(dist)\n",
    "    return np.array(p_dist).reshape(-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "db5f61db",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 400x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = DF[DF['faultNumber']==0].iloc[:,3:]\n",
    "df_sc = sc.transform(df)\n",
    "\n",
    "FaultFree_dist=distanceFromCenter(cluster_center=kmeans.cluster_centers_,X=df_sc)\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [4, 4]\n",
    "plt.hist(FaultFree_dist, bins=100,label='FaultFree',alpha=0.4)\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15f2f8e4",
   "metadata": {},
   "source": [
    "# Realtime Fault detection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "430f2bf5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "9.423630900039466"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Obtain mean and standard deviation for \n",
    "mu = np.mean(FaultFree_dist)\n",
    "std = np.std(FaultFree_dist)\n",
    "\n",
    "# Obtain threshold from mu and std\n",
    "threshold = mu+2*std\n",
    "threshold"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "31d2521a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "for F_num in range(0,21):\n",
    "    # store the required fault class and simulation run\n",
    "    temp = DF[(DF.faultNumber==F_num) & (DF.simulationRun==1 )]  #Faulty Condition\n",
    "    # Standardization\n",
    "    X_faulty = sc.transform(temp.iloc[:,3:])\n",
    "    # Obtain distnace from the cluster's center\n",
    "    faulty_dist = distanceFromCenter(cluster_center=kmeans.cluster_centers_,X=X_faulty)\n",
    "\n",
    "    plt.rcParams['figure.figsize'] = [8,3]\n",
    "    plt.plot(faulty_dist ,label=f'Fault-{F_num}')\n",
    "    plt.axhline(threshold,c='k')    #threshold value\n",
    "    plt.axvline(20,c='g',alpha=0.4) #time of fault introduction\n",
    "    plt.title(f'Fault Number = {F_num}')\n",
    "    plt.legend()\n",
    "    plt.show()\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c09a0169",
   "metadata": {},
   "source": [
    "# Evaluate F1 score to compare performance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "0cb33eff",
   "metadata": {},
   "outputs": [],
   "source": [
    "def combine_result(x,threshold):\n",
    "    # IF reconstruction loss is grater than threshold THEN its a fault\n",
    "    result= x > threshold\n",
    "    result_float = [float(val) for val in result] \n",
    "    return result_float"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "863a9256",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The F1-Score for Fault_num=0 is 0.4994994994994995\n",
      "The Accuracy-Score for Fault_num=0 is 0.998\n",
      "[[499   1]\n",
      " [  0   0]]\n",
      "The F1-Score for Fault_num=1 is 0.9650959860383944\n",
      "The Accuracy-Score for Fault_num=1 is 0.994\n",
      "[[ 21   0]\n",
      " [  3 476]]\n",
      "The F1-Score for Fault_num=2 is 0.8904186009443924\n",
      "The Accuracy-Score for Fault_num=2 is 0.978\n",
      "[[ 21   0]\n",
      " [ 11 468]]\n",
      "The F1-Score for Fault_num=4 is 0.5152499737972959\n",
      "The Accuracy-Score for Fault_num=4 is 0.704\n",
      "[[ 20   1]\n",
      " [147 332]]\n",
      "The F1-Score for Fault_num=5 is 0.4364811022747115\n",
      "The Accuracy-Score for Fault_num=5 is 0.574\n",
      "[[ 20   1]\n",
      " [212 267]]\n",
      "The F1-Score for Fault_num=6 is 0.9872835016149952\n",
      "The Accuracy-Score for Fault_num=6 is 0.998\n",
      "[[ 20   1]\n",
      " [  0 479]]\n",
      "The F1-Score for Fault_num=7 is 0.9872835016149952\n",
      "The Accuracy-Score for Fault_num=7 is 0.998\n",
      "[[ 20   1]\n",
      " [  0 479]]\n",
      "The F1-Score for Fault_num=8 is 0.8107774578362814\n",
      "The Accuracy-Score for Fault_num=8 is 0.954\n",
      "[[ 21   0]\n",
      " [ 23 456]]\n",
      "The F1-Score for Fault_num=10 is 0.38207594073611095\n",
      "The Accuracy-Score for Fault_num=10 is 0.478\n",
      "[[ 21   0]\n",
      " [261 218]]\n",
      "The F1-Score for Fault_num=11 is 0.4548507381321006\n",
      "The Accuracy-Score for Fault_num=11 is 0.6\n",
      "[[ 21   0]\n",
      " [200 279]]\n",
      "The F1-Score for Fault_num=12 is 0.9544253030717346\n",
      "The Accuracy-Score for Fault_num=12 is 0.992\n",
      "[[ 21   0]\n",
      " [  4 475]]\n",
      "The F1-Score for Fault_num=13 is 0.8221273568125222\n",
      "The Accuracy-Score for Fault_num=13 is 0.958\n",
      "[[ 21   0]\n",
      " [ 21 458]]\n",
      "The F1-Score for Fault_num=14 is 0.9872835016149952\n",
      "The Accuracy-Score for Fault_num=14 is 0.998\n",
      "[[ 20   1]\n",
      " [  0 479]]\n",
      "The F1-Score for Fault_num=15 is 0.11130326175721765\n",
      "The Accuracy-Score for Fault_num=15 is 0.112\n",
      "[[ 21   0]\n",
      " [444  35]]\n",
      "The F1-Score for Fault_num=16 is 0.28128935417806217\n",
      "The Accuracy-Score for Fault_num=16 is 0.322\n",
      "[[ 21   0]\n",
      " [339 140]]\n",
      "The F1-Score for Fault_num=17 is 0.6225511857416409\n",
      "The Accuracy-Score for Fault_num=17 is 0.836\n",
      "[[ 21   0]\n",
      " [ 82 397]]\n",
      "The F1-Score for Fault_num=18 is 0.734311068600882\n",
      "The Accuracy-Score for Fault_num=18 is 0.92\n",
      "[[ 21   0]\n",
      " [ 40 439]]\n",
      "The F1-Score for Fault_num=19 is 0.06362545018007203\n",
      "The Accuracy-Score for Fault_num=19 is 0.064\n",
      "[[ 21   0]\n",
      " [468  11]]\n",
      "The F1-Score for Fault_num=20 is 0.34365503227778676\n",
      "The Accuracy-Score for Fault_num=20 is 0.416\n",
      "[[ 21   0]\n",
      " [292 187]]\n"
     ]
    }
   ],
   "source": [
    "for Fnum in [x for x in range(0,21) if x not in [3,9]]:\n",
    "\n",
    "    temp_df = DF[ (DF['faultNumber']==Fnum) & (DF['simulationRun']==np.random.randint(1,500)) ]\n",
    "    X_faulty = sc.transform(temp_df.iloc[:,3:])\n",
    "    \n",
    "    # Obtain distnace from the cluster's center\n",
    "    faulty_dist = distanceFromCenter(cluster_center=kmeans.cluster_centers_,X=X_faulty)\n",
    "\n",
    "    #populate the true value (y_true) based of Fnum\n",
    "    y_pred = combine_result(x=faulty_dist,threshold=threshold)\n",
    "    \n",
    "    \n",
    "    if Fnum==0:\n",
    "        y_true = np.repeat(0, len(y_pred))\n",
    "    else:\n",
    "        y_true = np.repeat(1, len(y_pred))\n",
    "        y_true[0:21]=0 # Beacuse the fault was introduced after 20th sample\n",
    "        \n",
    "\n",
    "    # Obtain F1 score    \n",
    "    from sklearn.metrics import f1_score,accuracy_score\n",
    "    f1 = f1_score(y_true, y_pred, average='macro')\n",
    "    acc = accuracy_score(y_true, y_pred)\n",
    "    print(f'The F1-Score for Fault_num={Fnum} is {f1}')\n",
    "    print(f'The Accuracy-Score for Fault_num={Fnum} is {acc}')\n",
    "    # Plot confusion matrix\n",
    "    from sklearn.metrics import confusion_matrix, ConfusionMatrixDisplay\n",
    "    cm=confusion_matrix(y_true, y_pred)\n",
    "    print(cm)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5b72e27",
   "metadata": {},
   "source": [
    "# Get the mean-F1 score of all types of faults from (0-21) for bench marking"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "id": "1f4fccd9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The mean F1-Score for K-means method is 0.6120682376480931\n",
      "The mean Accuracy-Score for K-means method is 0.7173684210526317\n"
     ]
    }
   ],
   "source": [
    "F1_all = [] #initialize the emplty list of F1 score\n",
    "Acc_all = []\n",
    "for Fnum in [x for x in range(0,21) if x not in [3,9]]:\n",
    "\n",
    "    temp_df = DF[ (DF['faultNumber']==Fnum) & (DF['simulationRun']==np.random.randint(1,500))]\n",
    "    X_faulty = sc.transform(temp_df.iloc[:,3:])\n",
    "    \n",
    "    # Obtain distnace from the cluster's center\n",
    "    faulty_dist = distanceFromCenter(cluster_center=kmeans.cluster_centers_,X=X_faulty)\n",
    "\n",
    "    \n",
    "    y_pred = combine_result(x=faulty_dist,threshold=threshold)\n",
    "    \n",
    "    if Fnum==0:\n",
    "        y_true = np.repeat(0, len(y_pred))\n",
    "    else:\n",
    "        y_true = np.repeat(1, len(y_pred))\n",
    "        y_true[0:21]=0 # Beacuse the fault was introduced after 20th sample\n",
    "\n",
    "    # Obtain F1 score    \n",
    "    from sklearn.metrics import f1_score,accuracy_score\n",
    "    f1 = f1_score(y_true, y_pred, average='macro')\n",
    "    acc = accuracy_score(y_true, y_pred)\n",
    "    F1_all.append(f1)\n",
    "    Acc_all.append(acc)\n",
    "    \n",
    "print(f'The mean F1-Score for K-means method is {np.mean(np.array(F1_all))}')\n",
    "print(f'The mean Accuracy-Score for K-means method is {np.mean(np.array(Acc_all))}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "78536c5a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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